Dataset statistics
| Number of variables | 43 |
|---|---|
| Number of observations | 25191 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 8.3 MiB |
| Average record size in memory | 344.0 B |
Variable types
| Numeric | 28 |
|---|---|
| Categorical | 14 |
| Text | 1 |
Num_outbound_cmds has constant value "" | Constant |
Is_hot_login has constant value "" | Constant |
Count is highly overall correlated with Diff_srv_rate and 11 other fields | High correlation |
Diff_srv_rate is highly overall correlated with Count and 11 other fields | High correlation |
Dst_bytes is highly overall correlated with Diff_srv_rate and 8 other fields | High correlation |
Dst_host_count is highly overall correlated with Count and 5 other fields | High correlation |
Dst_host_diff_srv_rate is highly overall correlated with Diff_srv_rate and 6 other fields | High correlation |
Dst_host_rerror_rate is highly overall correlated with Dst_host_srv_rerror_rate and 2 other fields | High correlation |
Dst_host_same_src_port_rate is highly overall correlated with Count and 3 other fields | High correlation |
Dst_host_same_srv_rate is highly overall correlated with Diff_srv_rate and 12 other fields | High correlation |
Dst_host_serror_rate is highly overall correlated with Count and 10 other fields | High correlation |
Dst_host_srv_count is highly overall correlated with Diff_srv_rate and 8 other fields | High correlation |
Dst_host_srv_diff_host_rate is highly overall correlated with Count and 3 other fields | High correlation |
Dst_host_srv_rerror_rate is highly overall correlated with Dst_host_rerror_rate and 2 other fields | High correlation |
Dst_host_srv_serror_rate is highly overall correlated with Count and 7 other fields | High correlation |
Flag is highly overall correlated with Logged_in and 6 other fields | High correlation |
Hot is highly overall correlated with Is_guest_login | High correlation |
Is_guest_login is highly overall correlated with Hot | High correlation |
Land is highly overall correlated with attack_type | High correlation |
Logged_in is highly overall correlated with Count and 6 other fields | High correlation |
Num_access_files is highly overall correlated with Su_attempted | High correlation |
Num_compromised is highly overall correlated with Root_shell and 1 other fields | High correlation |
Num_root is highly overall correlated with Root_shell and 1 other fields | High correlation |
Protocol_type is highly overall correlated with attack_type | High correlation |
Rerror_rate is highly overall correlated with Dst_host_rerror_rate and 3 other fields | High correlation |
Root_shell is highly overall correlated with Num_compromised and 2 other fields | High correlation |
Same_srv_rate is highly overall correlated with Count and 14 other fields | High correlation |
Serror_rate is highly overall correlated with Count and 10 other fields | High correlation |
Src_bytes is highly overall correlated with Count and 12 other fields | High correlation |
Srv_count is highly overall correlated with Count | High correlation |
Srv_rerror_rate is highly overall correlated with Dst_host_rerror_rate and 3 other fields | High correlation |
Srv_serror_rate is highly overall correlated with Count and 9 other fields | High correlation |
Su_attempted is highly overall correlated with Num_access_files and 3 other fields | High correlation |
Wrong_fragment is highly overall correlated with attack_type | High correlation |
attack_type is highly overall correlated with Land and 3 other fields | High correlation |
Flag is highly imbalanced (55.9%) | Imbalance |
Land is highly imbalanced (99.9%) | Imbalance |
Wrong_fragment is highly imbalanced (95.0%) | Imbalance |
Urgent is highly imbalanced (99.9%) | Imbalance |
Num_failed_logins is highly imbalanced (99.5%) | Imbalance |
Root_shell is highly imbalanced (98.3%) | Imbalance |
Su_attempted is highly imbalanced (99.3%) | Imbalance |
Num_shells is highly imbalanced (99.5%) | Imbalance |
Is_guest_login is highly imbalanced (92.5%) | Imbalance |
attack_type is highly imbalanced (59.4%) | Imbalance |
Src_bytes is highly skewed (γ1 = 157.5554145) | Skewed |
Dst_bytes is highly skewed (γ1 = 54.77648949) | Skewed |
Num_compromised is highly skewed (γ1 = 62.18985248) | Skewed |
Num_root is highly skewed (γ1 = 62.31982588) | Skewed |
Num_file_creations is highly skewed (γ1 = 52.14065242) | Skewed |
Num_access_files is highly skewed (γ1 = 41.75193449) | Skewed |
Duration has 23167 (92.0%) zeros | Zeros |
Src_bytes has 9866 (39.2%) zeros | Zeros |
Dst_bytes has 13573 (53.9%) zeros | Zeros |
Hot has 24671 (97.9%) zeros | Zeros |
Num_compromised has 24919 (98.9%) zeros | Zeros |
Num_root has 25057 (99.5%) zeros | Zeros |
Num_file_creations has 25125 (99.7%) zeros | Zeros |
Num_access_files has 25112 (99.7%) zeros | Zeros |
Serror_rate has 17328 (68.8%) zeros | Zeros |
Srv_serror_rate has 17707 (70.3%) zeros | Zeros |
Rerror_rate has 21984 (87.3%) zeros | Zeros |
Srv_rerror_rate has 21958 (87.2%) zeros | Zeros |
Same_srv_rate has 543 (2.2%) zeros | Zeros |
Diff_srv_rate has 15244 (60.5%) zeros | Zeros |
Srv_diff_host_rate has 19516 (77.5%) zeros | Zeros |
Dst_host_same_srv_rate has 1379 (5.5%) zeros | Zeros |
Dst_host_diff_srv_rate has 9343 (37.1%) zeros | Zeros |
Dst_host_same_src_port_rate has 12673 (50.3%) zeros | Zeros |
Dst_host_srv_diff_host_rate has 17386 (69.0%) zeros | Zeros |
Dst_host_serror_rate has 16220 (64.4%) zeros | Zeros |
Dst_host_srv_serror_rate has 17004 (67.5%) zeros | Zeros |
Dst_host_rerror_rate has 20688 (82.1%) zeros | Zeros |
Dst_host_srv_rerror_rate has 21348 (84.7%) zeros | Zeros |
Reproduction
| Analysis started | 2024-05-01 16:22:45.722655 |
|---|---|
| Analysis finished | 2024-05-01 16:25:07.558528 |
| Duration | 2 minutes and 21.84 seconds |
| Software version | ydata-profiling vv4.7.0 |
| Download configuration | config.json |
Duration
Real number (ℝ)
ZEROS 
| Distinct | 758 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 305.06621 |
| Minimum | 0 |
|---|---|
| Maximum | 42862 |
| Zeros | 23167 |
| Zeros (%) | 92.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 5 |
| Maximum | 42862 |
| Range | 42862 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2686.6083 |
|---|---|
| Coefficient of variation (CV) | 8.8066398 |
| Kurtosis | 146.69503 |
| Mean | 305.06621 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 11.53241 |
| Sum | 7684923 |
| Variance | 7217864 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 23167 | |
| 1 | 374 | 1.5% |
| 2 | 165 | 0.7% |
| 3 | 102 | 0.4% |
| 4 | 75 | 0.3% |
| 5 | 62 | 0.2% |
| 6 | 41 | 0.2% |
| 27 | 40 | 0.2% |
| 28 | 38 | 0.2% |
| 7 | 26 | 0.1% |
| Other values (748) | 1101 | 4.4% |
| Value | Count | Frequency (%) |
| 0 | 23167 | |
| 1 | 374 | 1.5% |
| 2 | 165 | 0.7% |
| 3 | 102 | 0.4% |
| 4 | 75 | 0.3% |
| 5 | 62 | 0.2% |
| 6 | 41 | 0.2% |
| 7 | 26 | 0.1% |
| 8 | 19 | 0.1% |
| 9 | 22 | 0.1% |
| Value | Count | Frequency (%) |
| 42862 | 1 | |
| 42658 | 1 | |
| 42636 | 1 | |
| 42470 | 1 | |
| 42260 | 1 | |
| 42021 | 1 | |
| 41802 | 1 | |
| 41561 | 1 | |
| 41541 | 1 | |
| 41476 | 1 |
Protocol_type
Categorical
HIGH CORRELATION 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.9 KiB |
| tcp | |
|---|---|
| udp | |
| icmp | 1655 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0656981 |
| Min length | 3 |
Characters and Unicode
| Total characters | 77228 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | udp |
|---|---|
| 2nd row | tcp |
| 3rd row | tcp |
| 4th row | tcp |
| 5th row | tcp |
Common Values
| Value | Count | Frequency (%) |
| tcp | 20525 | |
| udp | 3011 | 12.0% |
| icmp | 1655 | 6.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| tcp | 20525 | |
| udp | 3011 | 12.0% |
| icmp | 1655 | 6.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| p | 25191 | |
| c | 22180 | |
| t | 20525 | |
| u | 3011 | 3.9% |
| d | 3011 | 3.9% |
| i | 1655 | 2.1% |
| m | 1655 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 77228 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| p | 25191 | |
| c | 22180 | |
| t | 20525 | |
| u | 3011 | 3.9% |
| d | 3011 | 3.9% |
| i | 1655 | 2.1% |
| m | 1655 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 77228 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| p | 25191 | |
| c | 22180 | |
| t | 20525 | |
| u | 3011 | 3.9% |
| d | 3011 | 3.9% |
| i | 1655 | 2.1% |
| m | 1655 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 77228 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| p | 25191 | |
| c | 22180 | |
| t | 20525 | |
| u | 3011 | 3.9% |
| d | 3011 | 3.9% |
| i | 1655 | 2.1% |
| m | 1655 | 2.1% |
Service
Text
| Distinct | 66 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.9 KiB |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 5.4735818 |
| Min length | 3 |
Characters and Unicode
| Total characters | 137885 |
|---|---|
| Distinct characters | 39 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | other |
|---|---|
| 2nd row | private |
| 3rd row | http |
| 4th row | http |
| 5th row | private |
| Value | Count | Frequency (%) |
| http | 8003 | |
| private | 4351 | |
| domain_u | 1820 | 7.2% |
| smtp | 1449 | 5.8% |
| ftp_data | 1395 | 5.5% |
| eco_i | 909 | 3.6% |
| other | 858 | 3.4% |
| ecr_i | 613 | 2.4% |
| telnet | 483 | 1.9% |
| finger | 366 | 1.5% |
| Other values (56) | 4944 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 29047 | |
| p | 17577 | |
| a | 10317 | 7.5% |
| e | 9860 | 7.2% |
| h | 9852 | 7.1% |
| i | 9744 | 7.1% |
| r | 6989 | 5.1% |
| _ | 5927 | 4.3% |
| o | 4909 | 3.6% |
| n | 4525 | 3.3% |
| Other values (29) | 29138 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 130361 | |
| Connector Punctuation | 5927 | 4.3% |
| Decimal Number | 1283 | 0.9% |
| Uppercase Letter | 314 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 29047 | |
| p | 17577 | |
| a | 10317 | 7.9% |
| e | 9860 | 7.6% |
| h | 9852 | 7.6% |
| i | 9744 | 7.5% |
| r | 6989 | 5.4% |
| o | 4909 | 3.8% |
| n | 4525 | 3.5% |
| v | 4458 | 3.4% |
| Other values (15) | 23083 |
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 364 | |
| 3 | 338 | |
| 0 | 174 | |
| 5 | 172 | |
| 9 | 172 | |
| 1 | 45 | 3.5% |
| 2 | 17 | 1.3% |
| 8 | 1 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| Z | 172 | |
| I | 40 | 12.7% |
| R | 40 | 12.7% |
| C | 40 | 12.7% |
| X | 22 | 7.0% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 5927 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 130675 | |
| Common | 7210 | 5.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 29047 | |
| p | 17577 | |
| a | 10317 | 7.9% |
| e | 9860 | 7.5% |
| h | 9852 | 7.5% |
| i | 9744 | 7.5% |
| r | 6989 | 5.3% |
| o | 4909 | 3.8% |
| n | 4525 | 3.5% |
| v | 4458 | 3.4% |
| Other values (20) | 23397 |
Common
| Value | Count | Frequency (%) |
| _ | 5927 | |
| 4 | 364 | 5.0% |
| 3 | 338 | 4.7% |
| 0 | 174 | 2.4% |
| 5 | 172 | 2.4% |
| 9 | 172 | 2.4% |
| 1 | 45 | 0.6% |
| 2 | 17 | 0.2% |
| 8 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 137885 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 29047 | |
| p | 17577 | |
| a | 10317 | 7.5% |
| e | 9860 | 7.2% |
| h | 9852 | 7.1% |
| i | 9744 | 7.1% |
| r | 6989 | 5.1% |
| _ | 5927 | 4.3% |
| o | 4909 | 3.6% |
| n | 4525 | 3.3% |
| Other values (29) | 29138 |
Flag
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 11 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.9 KiB |
| SF | |
|---|---|
| S0 | |
| REJ | |
| RSTR | 497 |
| RSTO | 304 |
| Other values (6) | 193 |
Length
| Max length | 6 |
|---|---|
| Median length | 2 |
| Mean length | 2.1550951 |
| Min length | 2 |
Characters and Unicode
| Total characters | 54289 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | SF |
|---|---|
| 2nd row | S0 |
| 3rd row | SF |
| 4th row | SF |
| 5th row | REJ |
Common Values
| Value | Count | Frequency (%) |
| SF | 14972 | |
| S0 | 7009 | |
| REJ | 2216 | 8.8% |
| RSTR | 497 | 2.0% |
| RSTO | 304 | 1.2% |
| S1 | 88 | 0.3% |
| SH | 43 | 0.2% |
| RSTOS0 | 21 | 0.1% |
| S2 | 21 | 0.1% |
| S3 | 15 | 0.1% |
Length
| Value | Count | Frequency (%) |
| sf | 14972 | |
| s0 | 7009 | |
| rej | 2216 | 8.8% |
| rstr | 497 | 2.0% |
| rsto | 304 | 1.2% |
| s1 | 88 | 0.3% |
| sh | 43 | 0.2% |
| rstos0 | 21 | 0.1% |
| s2 | 21 | 0.1% |
| s3 | 15 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 22991 | |
| F | 14972 | |
| 0 | 7030 | 12.9% |
| R | 3535 | 6.5% |
| E | 2216 | 4.1% |
| J | 2216 | 4.1% |
| T | 827 | 1.5% |
| O | 330 | 0.6% |
| 1 | 88 | 0.2% |
| H | 48 | 0.1% |
| Other values (2) | 36 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 47135 | |
| Decimal Number | 7154 | 13.2% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 22991 | |
| F | 14972 | |
| R | 3535 | 7.5% |
| E | 2216 | 4.7% |
| J | 2216 | 4.7% |
| T | 827 | 1.8% |
| O | 330 | 0.7% |
| H | 48 | 0.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 7030 | |
| 1 | 88 | 1.2% |
| 2 | 21 | 0.3% |
| 3 | 15 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 47135 | |
| Common | 7154 | 13.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 22991 | |
| F | 14972 | |
| R | 3535 | 7.5% |
| E | 2216 | 4.7% |
| J | 2216 | 4.7% |
| T | 827 | 1.8% |
| O | 330 | 0.7% |
| H | 48 | 0.1% |
Common
| Value | Count | Frequency (%) |
| 0 | 7030 | |
| 1 | 88 | 1.2% |
| 2 | 21 | 0.3% |
| 3 | 15 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 54289 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 22991 | |
| F | 14972 | |
| 0 | 7030 | 12.9% |
| R | 3535 | 6.5% |
| E | 2216 | 4.1% |
| J | 2216 | 4.1% |
| T | 827 | 1.5% |
| O | 330 | 0.6% |
| 1 | 88 | 0.2% |
| H | 48 | 0.1% |
| Other values (2) | 36 | 0.1% |
Src_bytes
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 1665 |
|---|---|
| Distinct (%) | 6.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24331.575 |
| Minimum | 0 |
|---|---|
| Maximum | 3.8170909 × 108 |
| Zeros | 9866 |
| Zeros (%) | 39.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 44 |
| Q3 | 279 |
| 95-th percentile | 1486.5 |
| Maximum | 3.8170909 × 108 |
| Range | 3.8170909 × 108 |
| Interquartile range (IQR) | 279 |
Descriptive statistics
| Standard deviation | 2410853.2 |
|---|---|
| Coefficient of variation (CV) | 99.083322 |
| Kurtosis | 24943.624 |
| Mean | 24331.575 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 157.55541 |
| Sum | 6.129367 × 108 |
| Variance | 5.8122134 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9866 | |
| 8 | 738 | 2.9% |
| 1 | 480 | 1.9% |
| 44 | 467 | 1.9% |
| 45 | 416 | 1.7% |
| 1032 | 390 | 1.5% |
| 46 | 284 | 1.1% |
| 43 | 231 | 0.9% |
| 147 | 210 | 0.8% |
| 105 | 204 | 0.8% |
| Other values (1655) | 11905 |
| Value | Count | Frequency (%) |
| 0 | 9866 | |
| 1 | 480 | 1.9% |
| 4 | 1 | < 0.1% |
| 5 | 4 | < 0.1% |
| 6 | 32 | 0.1% |
| 7 | 26 | 0.1% |
| 8 | 738 | 2.9% |
| 9 | 39 | 0.2% |
| 10 | 32 | 0.1% |
| 11 | 14 | 0.1% |
| Value | Count | Frequency (%) |
| 381709090 | 1 | < 0.1% |
| 7665876 | 1 | < 0.1% |
| 7248552 | 1 | < 0.1% |
| 5135678 | 3 | < 0.1% |
| 5133876 | 8 | < 0.1% |
| 5131424 | 2 | < 0.1% |
| 5097472 | 1 | < 0.1% |
| 2280318 | 1 | < 0.1% |
| 2194620 | 2 | < 0.1% |
| 2194619 | 44 |
Dst_bytes
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 3922 |
|---|---|
| Distinct (%) | 15.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3491.9858 |
| Minimum | 0 |
|---|---|
| Maximum | 5151385 |
| Zeros | 13573 |
| Zeros (%) | 53.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 530.5 |
| 95-th percentile | 8314 |
| Maximum | 5151385 |
| Range | 5151385 |
| Interquartile range (IQR) | 530.5 |
Descriptive statistics
| Standard deviation | 88832.479 |
|---|---|
| Coefficient of variation (CV) | 25.438958 |
| Kurtosis | 3130.0483 |
| Mean | 3491.9858 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 54.776489 |
| Sum | 87966614 |
| Variance | 7.8912093 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13573 | |
| 105 | 309 | 1.2% |
| 8314 | 175 | 0.7% |
| 44 | 115 | 0.5% |
| 42 | 105 | 0.4% |
| 330 | 105 | 0.4% |
| 332 | 103 | 0.4% |
| 331 | 97 | 0.4% |
| 4 | 94 | 0.4% |
| 329 | 88 | 0.3% |
| Other values (3912) | 10427 |
| Value | Count | Frequency (%) |
| 0 | 13573 | |
| 1 | 6 | < 0.1% |
| 4 | 94 | 0.4% |
| 15 | 7 | < 0.1% |
| 17 | 7 | < 0.1% |
| 18 | 3 | < 0.1% |
| 24 | 2 | < 0.1% |
| 26 | 3 | < 0.1% |
| 28 | 2 | < 0.1% |
| 29 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 5151385 | 1 | |
| 5150836 | 1 | |
| 5150772 | 1 | |
| 5150180 | 1 | |
| 5149533 | 1 | |
| 5131424 | 1 | |
| 5129964 | 1 | |
| 1639484 | 1 | |
| 1593580 | 1 | |
| 1437092 | 1 |
Land
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.9 KiB |
| 0 | |
|---|---|
| 1 | 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25191 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 25189 | |
| 1 | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 25189 | |
| 1 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 25189 | |
| 1 | 2 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25191 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 25189 | |
| 1 | 2 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25191 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 25189 | |
| 1 | 2 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25191 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 25189 | |
| 1 | 2 | < 0.1% |
Wrong_fragment
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.9 KiB |
| 0 | |
|---|---|
| 3 | 187 |
| 1 | 37 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25191 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 24967 | |
| 3 | 187 | 0.7% |
| 1 | 37 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 24967 | |
| 3 | 187 | 0.7% |
| 1 | 37 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 24967 | |
| 3 | 187 | 0.7% |
| 1 | 37 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25191 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 24967 | |
| 3 | 187 | 0.7% |
| 1 | 37 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25191 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 24967 | |
| 3 | 187 | 0.7% |
| 1 | 37 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25191 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 24967 | |
| 3 | 187 | 0.7% |
| 1 | 37 | 0.1% |
Urgent
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.9 KiB |
| 0 | |
|---|---|
| 1 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25191 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 25190 | |
| 1 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 25190 | |
| 1 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 25190 | |
| 1 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25191 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 25190 | |
| 1 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25191 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 25190 | |
| 1 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25191 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 25190 | |
| 1 | 1 | < 0.1% |
Hot
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.19804692 |
| Minimum | 0 |
|---|---|
| Maximum | 77 |
| Zeros | 24671 |
| Zeros (%) | 97.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 77 |
| Range | 77 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 2.1542442 |
|---|---|
| Coefficient of variation (CV) | 10.877443 |
| Kurtosis | 213.68931 |
| Mean | 0.19804692 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.589264 |
| Sum | 4989 |
| Variance | 4.6407679 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 24671 | |
| 2 | 200 | 0.8% |
| 1 | 78 | 0.3% |
| 30 | 55 | 0.2% |
| 28 | 52 | 0.2% |
| 4 | 37 | 0.1% |
| 6 | 26 | 0.1% |
| 5 | 17 | 0.1% |
| 22 | 13 | 0.1% |
| 24 | 9 | < 0.1% |
| Other values (12) | 33 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 24671 | |
| 1 | 78 | 0.3% |
| 2 | 200 | 0.8% |
| 3 | 7 | < 0.1% |
| 4 | 37 | 0.1% |
| 5 | 17 | 0.1% |
| 6 | 26 | 0.1% |
| 7 | 2 | < 0.1% |
| 11 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 77 | 1 | < 0.1% |
| 30 | 55 | |
| 28 | 52 | |
| 25 | 1 | < 0.1% |
| 24 | 9 | < 0.1% |
| 22 | 13 | 0.1% |
| 20 | 1 | < 0.1% |
| 19 | 8 | < 0.1% |
| 18 | 6 | < 0.1% |
| 17 | 1 | < 0.1% |
Num_failed_logins
Categorical
IMBALANCE 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.9 KiB |
| 0 | |
|---|---|
| 1 | 19 |
| 2 | 2 |
| 3 | 1 |
| 4 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25191 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 25168 | |
| 1 | 19 | 0.1% |
| 2 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 25168 | |
| 1 | 19 | 0.1% |
| 2 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 25168 | |
| 1 | 19 | 0.1% |
| 2 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25191 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 25168 | |
| 1 | 19 | 0.1% |
| 2 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25191 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 25168 | |
| 1 | 19 | 0.1% |
| 2 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25191 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 25168 | |
| 1 | 19 | 0.1% |
| 2 | 2 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
Logged_in
Categorical
HIGH CORRELATION 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.9 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25191 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 15246 | |
| 1 | 9945 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 15246 | |
| 1 | 9945 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 15246 | |
| 1 | 9945 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25191 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 15246 | |
| 1 | 9945 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25191 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 15246 | |
| 1 | 9945 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25191 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 15246 | |
| 1 | 9945 |
Num_compromised
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.22785916 |
| Minimum | 0 |
|---|---|
| Maximum | 884 |
| Zeros | 24919 |
| Zeros (%) | 98.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 884 |
| Range | 884 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 10.417559 |
|---|---|
| Coefficient of variation (CV) | 45.719289 |
| Kurtosis | 4313.6044 |
| Mean | 0.22785916 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 62.189852 |
| Sum | 5740 |
| Variance | 108.52553 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 24919 | |
| 1 | 194 | 0.8% |
| 2 | 21 | 0.1% |
| 4 | 13 | 0.1% |
| 6 | 8 | < 0.1% |
| 3 | 7 | < 0.1% |
| 5 | 5 | < 0.1% |
| 7 | 2 | < 0.1% |
| 151 | 2 | < 0.1% |
| 12 | 2 | < 0.1% |
| Other values (18) | 18 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 24919 | |
| 1 | 194 | 0.8% |
| 2 | 21 | 0.1% |
| 3 | 7 | < 0.1% |
| 4 | 13 | 0.1% |
| 5 | 5 | < 0.1% |
| 6 | 8 | < 0.1% |
| 7 | 2 | < 0.1% |
| 9 | 1 | < 0.1% |
| 12 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 884 | 1 | |
| 789 | 1 | |
| 558 | 1 | |
| 520 | 1 | |
| 462 | 1 | |
| 457 | 1 | |
| 371 | 1 | |
| 217 | 1 | |
| 193 | 1 | |
| 157 | 1 |
Root_shell
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.9 KiB |
| 0 | |
|---|---|
| 1 | 39 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25191 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 25152 | |
| 1 | 39 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 25152 | |
| 1 | 39 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 25152 | |
| 1 | 39 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25191 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 25152 | |
| 1 | 39 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25191 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 25152 | |
| 1 | 39 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25191 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 25152 | |
| 1 | 39 | 0.2% |
Su_attempted
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.9 KiB |
| 0 | |
|---|---|
| 2 | 13 |
| 1 | 8 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25191 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 25170 | |
| 2 | 13 | 0.1% |
| 1 | 8 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 25170 | |
| 2 | 13 | 0.1% |
| 1 | 8 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 25170 | |
| 2 | 13 | 0.1% |
| 1 | 8 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25191 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 25170 | |
| 2 | 13 | 0.1% |
| 1 | 8 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25191 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 25170 | |
| 2 | 13 | 0.1% |
| 1 | 8 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25191 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 25170 | |
| 2 | 13 | 0.1% |
| 1 | 8 | < 0.1% |
Num_root
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.24985114 |
| Minimum | 0 |
|---|---|
| Maximum | 975 |
| Zeros | 25057 |
| Zeros (%) | 99.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 975 |
| Range | 975 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 11.50107 |
|---|---|
| Coefficient of variation (CV) | 46.031689 |
| Kurtosis | 4315.596 |
| Mean | 0.24985114 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 62.319826 |
| Sum | 6294 |
| Variance | 132.27461 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 25057 | |
| 1 | 47 | 0.2% |
| 9 | 24 | 0.1% |
| 6 | 23 | 0.1% |
| 2 | 10 | < 0.1% |
| 5 | 6 | < 0.1% |
| 4 | 2 | < 0.1% |
| 3 | 2 | < 0.1% |
| 14 | 1 | < 0.1% |
| 100 | 1 | < 0.1% |
| Other values (18) | 18 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 25057 | |
| 1 | 47 | 0.2% |
| 2 | 10 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 2 | < 0.1% |
| 5 | 6 | < 0.1% |
| 6 | 23 | 0.1% |
| 7 | 1 | < 0.1% |
| 9 | 24 | 0.1% |
| 10 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 975 | 1 | |
| 867 | 1 | |
| 629 | 1 | |
| 572 | 1 | |
| 512 | 1 | |
| 508 | 1 | |
| 417 | 1 | |
| 247 | 1 | |
| 191 | 1 | |
| 179 | 1 |
Num_file_creations
Real number (ℝ)
SKEWED  ZEROS 
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.014727482 |
| Minimum | 0 |
|---|---|
| Maximum | 40 |
| Zeros | 25125 |
| Zeros (%) | 99.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.5296128 |
|---|---|
| Coefficient of variation (CV) | 35.960852 |
| Kurtosis | 3158.0796 |
| Mean | 0.014727482 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 52.140652 |
| Sum | 371 |
| Variance | 0.28048972 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 25125 | |
| 1 | 37 | 0.1% |
| 2 | 7 | < 0.1% |
| 4 | 3 | < 0.1% |
| 8 | 2 | < 0.1% |
| 18 | 2 | < 0.1% |
| 5 | 2 | < 0.1% |
| 21 | 1 | < 0.1% |
| 11 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| Other values (10) | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 25125 | |
| 1 | 37 | 0.1% |
| 2 | 7 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 3 | < 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 1 | < 0.1% |
| 8 | 2 | < 0.1% |
| 11 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 40 | 1 | |
| 38 | 1 | |
| 29 | 1 | |
| 21 | 1 | |
| 20 | 1 | |
| 19 | 1 | |
| 18 | 2 | |
| 17 | 1 | |
| 15 | 1 | |
| 14 | 1 |
Num_shells
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.9 KiB |
| 0 | |
|---|---|
| 1 | 9 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25191 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 25182 | |
| 1 | 9 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 25182 | |
| 1 | 9 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 25182 | |
| 1 | 9 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25191 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 25182 | |
| 1 | 9 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25191 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 25182 | |
| 1 | 9 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25191 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 25182 | |
| 1 | 9 | < 0.1% |
Num_access_files
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0043269422 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 25112 |
| Zeros (%) | 99.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.098525929 |
|---|---|
| Coefficient of variation (CV) | 22.770336 |
| Kurtosis | 2499.8086 |
| Mean | 0.0043269422 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 41.751934 |
| Sum | 109 |
| Variance | 0.0097073586 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 25112 | |
| 1 | 65 | 0.3% |
| 2 | 8 | < 0.1% |
| 3 | 2 | < 0.1% |
| 5 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 25112 | |
| 1 | 65 | 0.3% |
| 2 | 8 | < 0.1% |
| 3 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 2 | < 0.1% |
| 8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 1 | < 0.1% |
| 5 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 2 | < 0.1% |
| 2 | 8 | < 0.1% |
| 1 | 65 | 0.3% |
| 0 | 25112 |
Num_outbound_cmds
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.9 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25191 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 25191 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 25191 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 25191 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25191 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 25191 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25191 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 25191 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25191 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 25191 |
Is_hot_login
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.9 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25191 |
|---|---|
| Distinct characters | 1 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 25191 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 25191 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 25191 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25191 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 25191 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25191 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 25191 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25191 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 25191 |
Is_guest_login
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.9 KiB |
| 0 | |
|---|---|
| 1 | 230 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 25191 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 24961 | |
| 1 | 230 | 0.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 24961 | |
| 1 | 230 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 24961 | |
| 1 | 230 | 0.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 25191 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 24961 | |
| 1 | 230 | 0.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 25191 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 24961 | |
| 1 | 230 | 0.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 25191 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 24961 | |
| 1 | 230 | 0.9% |
Count
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 466 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.594458 |
| Minimum | 1 |
|---|---|
| Maximum | 511 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 14 |
| Q3 | 144 |
| 95-th percentile | 286 |
| Maximum | 511 |
| Range | 510 |
| Interquartile range (IQR) | 142 |
Descriptive statistics
| Standard deviation | 114.67455 |
|---|---|
| Coefficient of variation (CV) | 1.3555799 |
| Kurtosis | 1.9778428 |
| Mean | 84.594458 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | 1.5036782 |
| Sum | 2131019 |
| Variance | 13150.252 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 5519 | |
| 2 | 1933 | 7.7% |
| 3 | 769 | 3.1% |
| 4 | 696 | 2.8% |
| 5 | 597 | 2.4% |
| 6 | 477 | 1.9% |
| 7 | 462 | 1.8% |
| 8 | 404 | 1.6% |
| 9 | 342 | 1.4% |
| 11 | 317 | 1.3% |
| Other values (456) | 13675 |
| Value | Count | Frequency (%) |
| 1 | 5519 | |
| 2 | 1933 | 7.7% |
| 3 | 769 | 3.1% |
| 4 | 696 | 2.8% |
| 5 | 597 | 2.4% |
| 6 | 477 | 1.9% |
| 7 | 462 | 1.8% |
| 8 | 404 | 1.6% |
| 9 | 342 | 1.4% |
| 10 | 311 | 1.2% |
| Value | Count | Frequency (%) |
| 511 | 293 | |
| 510 | 58 | 0.2% |
| 509 | 49 | 0.2% |
| 508 | 6 | < 0.1% |
| 507 | 1 | < 0.1% |
| 506 | 1 | < 0.1% |
| 502 | 1 | < 0.1% |
| 500 | 3 | < 0.1% |
| 497 | 1 | < 0.1% |
| 496 | 2 | < 0.1% |
Srv_count
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 414 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.699774 |
| Minimum | 1 |
|---|---|
| Maximum | 511 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 8 |
| Q3 | 18 |
| 95-th percentile | 157 |
| Maximum | 511 |
| Range | 510 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 72.4695 |
|---|---|
| Coefficient of variation (CV) | 2.6162488 |
| Kurtosis | 24.395617 |
| Mean | 27.699774 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 4.7074242 |
| Sum | 697785 |
| Variance | 5251.8284 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 5080 | |
| 2 | 2537 | 10.1% |
| 3 | 1223 | 4.9% |
| 4 | 1086 | 4.3% |
| 5 | 913 | 3.6% |
| 6 | 849 | 3.4% |
| 7 | 800 | 3.2% |
| 8 | 751 | 3.0% |
| 9 | 718 | 2.9% |
| 11 | 688 | 2.7% |
| Other values (404) | 10546 |
| Value | Count | Frequency (%) |
| 1 | 5080 | |
| 2 | 2537 | |
| 3 | 1223 | 4.9% |
| 4 | 1086 | 4.3% |
| 5 | 913 | 3.6% |
| 6 | 849 | 3.4% |
| 7 | 800 | 3.2% |
| 8 | 751 | 3.0% |
| 9 | 718 | 2.9% |
| 10 | 647 | 2.6% |
| Value | Count | Frequency (%) |
| 511 | 200 | |
| 510 | 36 | 0.1% |
| 509 | 6 | < 0.1% |
| 508 | 2 | < 0.1% |
| 500 | 1 | < 0.1% |
| 497 | 1 | < 0.1% |
| 496 | 1 | < 0.1% |
| 492 | 2 | < 0.1% |
| 489 | 1 | < 0.1% |
| 488 | 1 | < 0.1% |
Serror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.28634909 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 17328 |
| Zeros (%) | 68.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.44731756 |
|---|---|
| Coefficient of variation (CV) | 1.5621407 |
| Kurtosis | -1.0745068 |
| Mean | 0.28634909 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.95258525 |
| Sum | 7213.42 |
| Variance | 0.200093 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17328 | |
| 1 | 6941 | |
| 0.5 | 122 | 0.5% |
| 0.07 | 53 | 0.2% |
| 0.06 | 50 | 0.2% |
| 0.05 | 50 | 0.2% |
| 0.33 | 48 | 0.2% |
| 0.01 | 46 | 0.2% |
| 0.08 | 46 | 0.2% |
| 0.25 | 43 | 0.2% |
| Other values (60) | 464 | 1.8% |
| Value | Count | Frequency (%) |
| 0 | 17328 | |
| 0.01 | 46 | 0.2% |
| 0.02 | 16 | 0.1% |
| 0.03 | 31 | 0.1% |
| 0.04 | 29 | 0.1% |
| 0.05 | 50 | 0.2% |
| 0.06 | 50 | 0.2% |
| 0.07 | 53 | 0.2% |
| 0.08 | 46 | 0.2% |
| 0.09 | 38 | 0.2% |
| Value | Count | Frequency (%) |
| 1 | 6941 | |
| 0.99 | 41 | 0.2% |
| 0.98 | 12 | < 0.1% |
| 0.97 | 16 | 0.1% |
| 0.96 | 7 | < 0.1% |
| 0.95 | 6 | < 0.1% |
| 0.94 | 2 | < 0.1% |
| 0.93 | 6 | < 0.1% |
| 0.92 | 2 | < 0.1% |
| 0.91 | 1 | < 0.1% |
Srv_serror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.28377357 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 17707 |
| Zeros (%) | 70.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.44760422 |
|---|---|
| Coefficient of variation (CV) | 1.5773288 |
| Kurtosis | -1.0580062 |
| Mean | 0.28377357 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.96343827 |
| Sum | 7148.54 |
| Variance | 0.20034954 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17707 | |
| 1 | 7003 | 27.8% |
| 0.5 | 94 | 0.4% |
| 0.33 | 51 | 0.2% |
| 0.25 | 42 | 0.2% |
| 0.2 | 32 | 0.1% |
| 0.05 | 26 | 0.1% |
| 0.17 | 22 | 0.1% |
| 0.03 | 20 | 0.1% |
| 0.04 | 20 | 0.1% |
| Other values (46) | 174 | 0.7% |
| Value | Count | Frequency (%) |
| 0 | 17707 | |
| 0.01 | 1 | < 0.1% |
| 0.02 | 13 | 0.1% |
| 0.03 | 20 | 0.1% |
| 0.04 | 20 | 0.1% |
| 0.05 | 26 | 0.1% |
| 0.06 | 10 | < 0.1% |
| 0.07 | 16 | 0.1% |
| 0.08 | 10 | < 0.1% |
| 0.09 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 7003 | |
| 0.95 | 9 | < 0.1% |
| 0.94 | 1 | < 0.1% |
| 0.93 | 1 | < 0.1% |
| 0.92 | 3 | < 0.1% |
| 0.91 | 3 | < 0.1% |
| 0.9 | 4 | < 0.1% |
| 0.89 | 3 | < 0.1% |
| 0.88 | 1 | < 0.1% |
| 0.86 | 1 | < 0.1% |
Rerror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 72 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11863483 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 21984 |
| Zeros (%) | 87.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.31875092 |
|---|---|
| Coefficient of variation (CV) | 2.6868241 |
| Kurtosis | 3.5468717 |
| Mean | 0.11863483 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.3462888 |
| Sum | 2988.53 |
| Variance | 0.10160215 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 21984 | |
| 1 | 2552 | 10.1% |
| 0.9 | 43 | 0.2% |
| 0.89 | 39 | 0.2% |
| 0.91 | 38 | 0.2% |
| 0.92 | 38 | 0.2% |
| 0.95 | 37 | 0.1% |
| 0.5 | 36 | 0.1% |
| 0.93 | 34 | 0.1% |
| 0.94 | 31 | 0.1% |
| Other values (62) | 359 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 21984 | |
| 0.01 | 8 | < 0.1% |
| 0.02 | 15 | 0.1% |
| 0.03 | 21 | 0.1% |
| 0.04 | 9 | < 0.1% |
| 0.05 | 8 | < 0.1% |
| 0.06 | 2 | < 0.1% |
| 0.07 | 8 | < 0.1% |
| 0.08 | 5 | < 0.1% |
| 0.09 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2552 | |
| 0.99 | 6 | < 0.1% |
| 0.98 | 2 | < 0.1% |
| 0.97 | 7 | < 0.1% |
| 0.96 | 11 | < 0.1% |
| 0.95 | 37 | 0.1% |
| 0.94 | 31 | 0.1% |
| 0.93 | 34 | 0.1% |
| 0.92 | 38 | 0.2% |
| 0.91 | 38 | 0.2% |
Srv_rerror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 42 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.12026517 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 21958 |
| Zeros (%) | 87.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.32234086 |
|---|---|
| Coefficient of variation (CV) | 2.6802511 |
| Kurtosis | 3.5135494 |
| Mean | 0.12026517 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.3407176 |
| Sum | 3029.6 |
| Variance | 0.10390363 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 21958 | |
| 1 | 2937 | 11.7% |
| 0.5 | 56 | 0.2% |
| 0.33 | 32 | 0.1% |
| 0.25 | 26 | 0.1% |
| 0.17 | 17 | 0.1% |
| 0.2 | 16 | 0.1% |
| 0.04 | 14 | 0.1% |
| 0.08 | 11 | < 0.1% |
| 0.67 | 11 | < 0.1% |
| Other values (32) | 113 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 21958 | |
| 0.02 | 9 | < 0.1% |
| 0.03 | 8 | < 0.1% |
| 0.04 | 14 | 0.1% |
| 0.05 | 8 | < 0.1% |
| 0.06 | 10 | < 0.1% |
| 0.07 | 7 | < 0.1% |
| 0.08 | 11 | < 0.1% |
| 0.09 | 2 | < 0.1% |
| 0.1 | 8 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2937 | |
| 0.85 | 1 | < 0.1% |
| 0.84 | 1 | < 0.1% |
| 0.83 | 3 | < 0.1% |
| 0.81 | 2 | < 0.1% |
| 0.8 | 3 | < 0.1% |
| 0.79 | 2 | < 0.1% |
| 0.76 | 1 | < 0.1% |
| 0.75 | 5 | < 0.1% |
| 0.74 | 1 | < 0.1% |
Same_srv_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 97 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.66054543 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 543 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.01 |
| Q1 | 0.09 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.91 |
Descriptive statistics
| Standard deviation | 0.4396409 |
|---|---|
| Coefficient of variation (CV) | 0.66557254 |
| Kurtosis | -1.6118083 |
| Mean | 0.66054543 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.5704245 |
| Sum | 16639.8 |
| Variance | 0.19328412 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 15356 | |
| 0.01 | 827 | 3.3% |
| 0.02 | 710 | 2.8% |
| 0.06 | 681 | 2.7% |
| 0.03 | 678 | 2.7% |
| 0.07 | 671 | 2.7% |
| 0.04 | 658 | 2.6% |
| 0.08 | 601 | 2.4% |
| 0.05 | 590 | 2.3% |
| 0 | 543 | 2.2% |
| Other values (87) | 3876 | 15.4% |
| Value | Count | Frequency (%) |
| 0 | 543 | |
| 0.01 | 827 | |
| 0.02 | 710 | |
| 0.03 | 678 | |
| 0.04 | 658 | |
| 0.05 | 590 | |
| 0.06 | 681 | |
| 0.07 | 671 | |
| 0.08 | 601 | |
| 0.09 | 399 |
| Value | Count | Frequency (%) |
| 1 | 15356 | |
| 0.99 | 147 | 0.6% |
| 0.98 | 18 | 0.1% |
| 0.97 | 9 | < 0.1% |
| 0.96 | 4 | < 0.1% |
| 0.95 | 3 | < 0.1% |
| 0.94 | 3 | < 0.1% |
| 0.93 | 9 | < 0.1% |
| 0.92 | 6 | < 0.1% |
| 0.91 | 2 | < 0.1% |
Diff_srv_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 79 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.062365527 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 15244 |
| Zeros (%) | 60.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.06 |
| 95-th percentile | 0.29 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.17855311 |
|---|---|
| Coefficient of variation (CV) | 2.8630097 |
| Kurtosis | 19.294919 |
| Mean | 0.062365527 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.4176536 |
| Sum | 1571.05 |
| Variance | 0.031881212 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 15244 | |
| 0.06 | 3861 | 15.3% |
| 0.07 | 1947 | 7.7% |
| 0.05 | 1350 | 5.4% |
| 1 | 663 | 2.6% |
| 0.08 | 374 | 1.5% |
| 0.01 | 194 | 0.8% |
| 0.04 | 130 | 0.5% |
| 0.09 | 121 | 0.5% |
| 0.5 | 116 | 0.5% |
| Other values (69) | 1191 | 4.7% |
| Value | Count | Frequency (%) |
| 0 | 15244 | |
| 0.01 | 194 | 0.8% |
| 0.02 | 49 | 0.2% |
| 0.03 | 48 | 0.2% |
| 0.04 | 130 | 0.5% |
| 0.05 | 1350 | 5.4% |
| 0.06 | 3861 | 15.3% |
| 0.07 | 1947 | 7.7% |
| 0.08 | 374 | 1.5% |
| 0.09 | 121 | 0.5% |
| Value | Count | Frequency (%) |
| 1 | 663 | |
| 0.99 | 10 | < 0.1% |
| 0.98 | 2 | < 0.1% |
| 0.97 | 1 | < 0.1% |
| 0.96 | 8 | < 0.1% |
| 0.95 | 12 | < 0.1% |
| 0.83 | 2 | < 0.1% |
| 0.82 | 1 | < 0.1% |
| 0.8 | 2 | < 0.1% |
| 0.79 | 1 | < 0.1% |
Srv_diff_host_rate
Real number (ℝ)
ZEROS 
| Distinct | 57 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.095934659 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 19516 |
| Zeros (%) | 77.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.25658723 |
|---|---|
| Coefficient of variation (CV) | 2.674604 |
| Kurtosis | 7.0096997 |
| Mean | 0.095934659 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.8858664 |
| Sum | 2416.69 |
| Variance | 0.065837005 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 19516 | |
| 1 | 1559 | 6.2% |
| 0.01 | 586 | 2.3% |
| 0.67 | 210 | 0.8% |
| 0.5 | 193 | 0.8% |
| 0.12 | 170 | 0.7% |
| 0.33 | 167 | 0.7% |
| 0.25 | 164 | 0.7% |
| 0.02 | 153 | 0.6% |
| 0.11 | 143 | 0.6% |
| Other values (47) | 2330 | 9.2% |
| Value | Count | Frequency (%) |
| 0 | 19516 | |
| 0.01 | 586 | 2.3% |
| 0.02 | 153 | 0.6% |
| 0.03 | 40 | 0.2% |
| 0.04 | 39 | 0.2% |
| 0.05 | 59 | 0.2% |
| 0.06 | 118 | 0.5% |
| 0.07 | 111 | 0.4% |
| 0.08 | 124 | 0.5% |
| 0.09 | 112 | 0.4% |
| Value | Count | Frequency (%) |
| 1 | 1559 | |
| 0.88 | 1 | < 0.1% |
| 0.83 | 1 | < 0.1% |
| 0.8 | 14 | 0.1% |
| 0.75 | 58 | 0.2% |
| 0.71 | 3 | < 0.1% |
| 0.67 | 210 | 0.8% |
| 0.62 | 3 | < 0.1% |
| 0.6 | 41 | 0.2% |
| 0.57 | 7 | < 0.1% |
Dst_host_count
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 256 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 182.53337 |
| Minimum | 0 |
|---|---|
| Maximum | 255 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 84 |
| median | 255 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 255 |
| Interquartile range (IQR) | 171 |
Descriptive statistics
| Standard deviation | 98.995648 |
|---|---|
| Coefficient of variation (CV) | 0.54234275 |
| Kurtosis | -1.0447983 |
| Mean | 182.53337 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.84318723 |
| Sum | 4598198 |
| Variance | 9800.1383 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 255 | 14850 | |
| 1 | 601 | 2.4% |
| 2 | 554 | 2.2% |
| 3 | 251 | 1.0% |
| 4 | 241 | 1.0% |
| 5 | 162 | 0.6% |
| 6 | 157 | 0.6% |
| 8 | 134 | 0.5% |
| 10 | 112 | 0.4% |
| 11 | 111 | 0.4% |
| Other values (246) | 8018 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 601 | |
| 2 | 554 | |
| 3 | 251 | |
| 4 | 241 | |
| 5 | 162 | 0.6% |
| 6 | 157 | 0.6% |
| 7 | 107 | 0.4% |
| 8 | 134 | 0.5% |
| 9 | 110 | 0.4% |
| Value | Count | Frequency (%) |
| 255 | 14850 | |
| 254 | 17 | 0.1% |
| 253 | 17 | 0.1% |
| 252 | 17 | 0.1% |
| 251 | 12 | < 0.1% |
| 250 | 18 | 0.1% |
| 249 | 15 | 0.1% |
| 248 | 17 | 0.1% |
| 247 | 21 | 0.1% |
| 246 | 23 | 0.1% |
Dst_host_srv_count
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 256 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 115.06661 |
| Minimum | 0 |
|---|---|
| Maximum | 255 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 10 |
| median | 61 |
| Q3 | 255 |
| 95-th percentile | 255 |
| Maximum | 255 |
| Range | 255 |
| Interquartile range (IQR) | 245 |
Descriptive statistics
| Standard deviation | 110.64759 |
|---|---|
| Coefficient of variation (CV) | 0.96159599 |
| Kurtosis | -1.7510793 |
| Mean | 115.06661 |
| Median Absolute Deviation (MAD) | 59 |
| Skewness | 0.294236 |
| Sum | 2898643 |
| Variance | 12242.889 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 255 | 7148 | |
| 1 | 1658 | 6.6% |
| 2 | 1041 | 4.1% |
| 3 | 556 | 2.2% |
| 4 | 516 | 2.0% |
| 20 | 475 | 1.9% |
| 5 | 464 | 1.8% |
| 6 | 453 | 1.8% |
| 254 | 440 | 1.7% |
| 19 | 433 | 1.7% |
| Other values (246) | 12007 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 1658 | |
| 2 | 1041 | |
| 3 | 556 | 2.2% |
| 4 | 516 | 2.0% |
| 5 | 464 | 1.8% |
| 6 | 453 | 1.8% |
| 7 | 410 | 1.6% |
| 8 | 426 | 1.7% |
| 9 | 404 | 1.6% |
| Value | Count | Frequency (%) |
| 255 | 7148 | |
| 254 | 440 | 1.7% |
| 253 | 91 | 0.4% |
| 252 | 35 | 0.1% |
| 251 | 81 | 0.3% |
| 250 | 67 | 0.3% |
| 249 | 42 | 0.2% |
| 248 | 44 | 0.2% |
| 247 | 57 | 0.2% |
| 246 | 52 | 0.2% |
Dst_host_same_srv_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.51980469 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1379 |
| Zeros (%) | 5.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.05 |
| median | 0.51 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.95 |
Descriptive statistics
| Standard deviation | 0.44894742 |
|---|---|
| Coefficient of variation (CV) | 0.86368481 |
| Kurtosis | -1.8846373 |
| Mean | 0.51980469 |
| Median Absolute Deviation (MAD) | 0.49 |
| Skewness | -0.0040977447 |
| Sum | 13094.4 |
| Variance | 0.20155378 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 9758 | |
| 0.01 | 1541 | 6.1% |
| 0 | 1379 | 5.5% |
| 0.02 | 1325 | 5.3% |
| 0.07 | 1122 | 4.5% |
| 0.04 | 1046 | 4.2% |
| 0.05 | 1017 | 4.0% |
| 0.03 | 799 | 3.2% |
| 0.06 | 701 | 2.8% |
| 0.08 | 577 | 2.3% |
| Other values (91) | 5926 |
| Value | Count | Frequency (%) |
| 0 | 1379 | |
| 0.01 | 1541 | |
| 0.02 | 1325 | |
| 0.03 | 799 | |
| 0.04 | 1046 | |
| 0.05 | 1017 | |
| 0.06 | 701 | |
| 0.07 | 1122 | |
| 0.08 | 577 | 2.3% |
| 0.09 | 360 | 1.4% |
| Value | Count | Frequency (%) |
| 1 | 9758 | |
| 0.99 | 121 | 0.5% |
| 0.98 | 170 | 0.7% |
| 0.97 | 101 | 0.4% |
| 0.96 | 160 | 0.6% |
| 0.95 | 126 | 0.5% |
| 0.94 | 87 | 0.3% |
| 0.93 | 81 | 0.3% |
| 0.92 | 72 | 0.3% |
| 0.91 | 69 | 0.3% |
Dst_host_diff_srv_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08254059 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 9343 |
| Zeros (%) | 37.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.03 |
| Q3 | 0.07 |
| 95-th percentile | 0.56 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.07 |
Descriptive statistics
| Standard deviation | 0.18719454 |
|---|---|
| Coefficient of variation (CV) | 2.2679089 |
| Kurtosis | 12.726822 |
| Mean | 0.08254059 |
| Median Absolute Deviation (MAD) | 0.03 |
| Skewness | 3.6160976 |
| Sum | 2079.28 |
| Variance | 0.035041794 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 9343 | |
| 0.07 | 3448 | 13.7% |
| 0.06 | 1917 | 7.6% |
| 0.01 | 1881 | 7.5% |
| 0.05 | 1436 | 5.7% |
| 0.08 | 1367 | 5.4% |
| 0.02 | 1327 | 5.3% |
| 0.03 | 744 | 3.0% |
| 0.04 | 603 | 2.4% |
| 0.09 | 523 | 2.1% |
| Other values (91) | 2602 | 10.3% |
| Value | Count | Frequency (%) |
| 0 | 9343 | |
| 0.01 | 1881 | 7.5% |
| 0.02 | 1327 | 5.3% |
| 0.03 | 744 | 3.0% |
| 0.04 | 603 | 2.4% |
| 0.05 | 1436 | 5.7% |
| 0.06 | 1917 | 7.6% |
| 0.07 | 3448 | 13.7% |
| 0.08 | 1367 | 5.4% |
| 0.09 | 523 | 2.1% |
| Value | Count | Frequency (%) |
| 1 | 408 | |
| 0.99 | 7 | < 0.1% |
| 0.98 | 6 | < 0.1% |
| 0.97 | 18 | 0.1% |
| 0.96 | 12 | < 0.1% |
| 0.95 | 14 | 0.1% |
| 0.94 | 12 | < 0.1% |
| 0.93 | 3 | < 0.1% |
| 0.92 | 6 | < 0.1% |
| 0.91 | 28 | 0.1% |
Dst_host_same_src_port_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.14745187 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 12673 |
| Zeros (%) | 50.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.06 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.06 |
Descriptive statistics
| Standard deviation | 0.30837268 |
|---|---|
| Coefficient of variation (CV) | 2.0913447 |
| Kurtosis | 2.8105995 |
| Mean | 0.14745187 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.0984945 |
| Sum | 3714.46 |
| Variance | 0.095093709 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 12673 | |
| 0.01 | 3557 | 14.1% |
| 1 | 2052 | 8.1% |
| 0.02 | 1115 | 4.4% |
| 0.03 | 624 | 2.5% |
| 0.04 | 447 | 1.8% |
| 0.05 | 315 | 1.3% |
| 0.5 | 232 | 0.9% |
| 0.08 | 230 | 0.9% |
| 0.06 | 226 | 0.9% |
| Other values (91) | 3720 | 14.8% |
| Value | Count | Frequency (%) |
| 0 | 12673 | |
| 0.01 | 3557 | 14.1% |
| 0.02 | 1115 | 4.4% |
| 0.03 | 624 | 2.5% |
| 0.04 | 447 | 1.8% |
| 0.05 | 315 | 1.3% |
| 0.06 | 226 | 0.9% |
| 0.07 | 199 | 0.8% |
| 0.08 | 230 | 0.9% |
| 0.09 | 150 | 0.6% |
| Value | Count | Frequency (%) |
| 1 | 2052 | |
| 0.99 | 19 | 0.1% |
| 0.98 | 37 | 0.1% |
| 0.97 | 32 | 0.1% |
| 0.96 | 46 | 0.2% |
| 0.95 | 61 | 0.2% |
| 0.94 | 24 | 0.1% |
| 0.93 | 33 | 0.1% |
| 0.92 | 15 | 0.1% |
| 0.91 | 29 | 0.1% |
Dst_host_srv_diff_host_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 63 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.0318455 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 17386 |
| Zeros (%) | 69.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0.02 |
| 95-th percentile | 0.18 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.02 |
Descriptive statistics
| Standard deviation | 0.11057698 |
|---|---|
| Coefficient of variation (CV) | 3.4722953 |
| Kurtosis | 36.897522 |
| Mean | 0.0318455 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.6169481 |
| Sum | 802.22 |
| Variance | 0.012227269 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17386 | |
| 0.02 | 1612 | 6.4% |
| 0.01 | 1468 | 5.8% |
| 0.03 | 950 | 3.8% |
| 0.04 | 870 | 3.5% |
| 0.05 | 608 | 2.4% |
| 0.5 | 317 | 1.3% |
| 0.06 | 264 | 1.0% |
| 0.07 | 215 | 0.9% |
| 0.25 | 205 | 0.8% |
| Other values (53) | 1296 | 5.1% |
| Value | Count | Frequency (%) |
| 0 | 17386 | |
| 0.01 | 1468 | 5.8% |
| 0.02 | 1612 | 6.4% |
| 0.03 | 950 | 3.8% |
| 0.04 | 870 | 3.5% |
| 0.05 | 608 | 2.4% |
| 0.06 | 264 | 1.0% |
| 0.07 | 215 | 0.9% |
| 0.08 | 87 | 0.3% |
| 0.09 | 71 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 132 | |
| 0.97 | 1 | < 0.1% |
| 0.86 | 1 | < 0.1% |
| 0.8 | 1 | < 0.1% |
| 0.75 | 3 | < 0.1% |
| 0.67 | 16 | 0.1% |
| 0.6 | 5 | < 0.1% |
| 0.57 | 5 | < 0.1% |
| 0.56 | 8 | < 0.1% |
| 0.55 | 4 | < 0.1% |
Dst_host_serror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 100 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2858116 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 16220 |
| Zeros (%) | 64.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.44532167 |
|---|---|
| Coefficient of variation (CV) | 1.5580952 |
| Kurtosis | -1.0614769 |
| Mean | 0.2858116 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.95808576 |
| Sum | 7199.88 |
| Variance | 0.19831139 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 16220 | |
| 1 | 6739 | |
| 0.01 | 680 | 2.7% |
| 0.02 | 237 | 0.9% |
| 0.03 | 149 | 0.6% |
| 0.04 | 83 | 0.3% |
| 0.09 | 79 | 0.3% |
| 0.08 | 69 | 0.3% |
| 0.05 | 64 | 0.3% |
| 0.99 | 59 | 0.2% |
| Other values (90) | 812 | 3.2% |
| Value | Count | Frequency (%) |
| 0 | 16220 | |
| 0.01 | 680 | 2.7% |
| 0.02 | 237 | 0.9% |
| 0.03 | 149 | 0.6% |
| 0.04 | 83 | 0.3% |
| 0.05 | 64 | 0.3% |
| 0.06 | 34 | 0.1% |
| 0.07 | 47 | 0.2% |
| 0.08 | 69 | 0.3% |
| 0.09 | 79 | 0.3% |
| Value | Count | Frequency (%) |
| 1 | 6739 | |
| 0.99 | 59 | 0.2% |
| 0.98 | 36 | 0.1% |
| 0.97 | 18 | 0.1% |
| 0.96 | 20 | 0.1% |
| 0.95 | 14 | 0.1% |
| 0.94 | 21 | 0.1% |
| 0.93 | 15 | 0.1% |
| 0.92 | 11 | < 0.1% |
| 0.91 | 8 | < 0.1% |
Dst_host_srv_serror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 88 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.27985749 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 17004 |
| Zeros (%) | 67.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.4460807 |
|---|---|
| Coefficient of variation (CV) | 1.5939566 |
| Kurtosis | -1.0218436 |
| Mean | 0.27985749 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.98427735 |
| Sum | 7049.89 |
| Variance | 0.19898799 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 17004 | |
| 1 | 6862 | |
| 0.01 | 758 | 3.0% |
| 0.02 | 136 | 0.5% |
| 0.03 | 32 | 0.1% |
| 0.5 | 24 | 0.1% |
| 0.08 | 16 | 0.1% |
| 0.12 | 16 | 0.1% |
| 0.04 | 15 | 0.1% |
| 0.05 | 15 | 0.1% |
| Other values (78) | 313 | 1.2% |
| Value | Count | Frequency (%) |
| 0 | 17004 | |
| 0.01 | 758 | 3.0% |
| 0.02 | 136 | 0.5% |
| 0.03 | 32 | 0.1% |
| 0.04 | 15 | 0.1% |
| 0.05 | 15 | 0.1% |
| 0.06 | 15 | 0.1% |
| 0.07 | 14 | 0.1% |
| 0.08 | 16 | 0.1% |
| 0.09 | 10 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 6862 | |
| 0.98 | 6 | < 0.1% |
| 0.97 | 13 | 0.1% |
| 0.96 | 13 | 0.1% |
| 0.95 | 6 | < 0.1% |
| 0.94 | 8 | < 0.1% |
| 0.93 | 7 | < 0.1% |
| 0.92 | 4 | < 0.1% |
| 0.91 | 9 | < 0.1% |
| 0.9 | 2 | < 0.1% |
Dst_host_rerror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 101 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11780279 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 20688 |
| Zeros (%) | 82.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.30587502 |
|---|---|
| Coefficient of variation (CV) | 2.5965007 |
| Kurtosis | 3.7652704 |
| Mean | 0.11780279 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.3636408 |
| Sum | 2967.57 |
| Variance | 0.093559527 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 20688 | |
| 1 | 2069 | 8.2% |
| 0.01 | 359 | 1.4% |
| 0.02 | 232 | 0.9% |
| 0.03 | 110 | 0.4% |
| 0.05 | 84 | 0.3% |
| 0.04 | 77 | 0.3% |
| 0.92 | 52 | 0.2% |
| 0.9 | 46 | 0.2% |
| 0.91 | 43 | 0.2% |
| Other values (91) | 1431 | 5.7% |
| Value | Count | Frequency (%) |
| 0 | 20688 | |
| 0.01 | 359 | 1.4% |
| 0.02 | 232 | 0.9% |
| 0.03 | 110 | 0.4% |
| 0.04 | 77 | 0.3% |
| 0.05 | 84 | 0.3% |
| 0.06 | 33 | 0.1% |
| 0.07 | 39 | 0.2% |
| 0.08 | 37 | 0.1% |
| 0.09 | 15 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2069 | |
| 0.99 | 7 | < 0.1% |
| 0.98 | 12 | < 0.1% |
| 0.97 | 20 | 0.1% |
| 0.96 | 39 | 0.2% |
| 0.95 | 29 | 0.1% |
| 0.94 | 23 | 0.1% |
| 0.93 | 23 | 0.1% |
| 0.92 | 52 | 0.2% |
| 0.91 | 43 | 0.2% |
Dst_host_srv_rerror_rate
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 100 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11877417 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 21348 |
| Zeros (%) | 84.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.31733888 |
|---|---|
| Coefficient of variation (CV) | 2.6717837 |
| Kurtosis | 3.6327624 |
| Mean | 0.11877417 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.3604139 |
| Sum | 2992.04 |
| Variance | 0.10070397 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 21348 | |
| 1 | 2617 | 10.4% |
| 0.01 | 253 | 1.0% |
| 0.02 | 124 | 0.5% |
| 0.03 | 78 | 0.3% |
| 0.04 | 69 | 0.3% |
| 0.05 | 63 | 0.3% |
| 0.06 | 36 | 0.1% |
| 0.99 | 33 | 0.1% |
| 0.98 | 30 | 0.1% |
| Other values (90) | 540 | 2.1% |
| Value | Count | Frequency (%) |
| 0 | 21348 | |
| 0.01 | 253 | 1.0% |
| 0.02 | 124 | 0.5% |
| 0.03 | 78 | 0.3% |
| 0.04 | 69 | 0.3% |
| 0.05 | 63 | 0.3% |
| 0.06 | 36 | 0.1% |
| 0.07 | 17 | 0.1% |
| 0.08 | 18 | 0.1% |
| 0.09 | 11 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2617 | |
| 0.99 | 33 | 0.1% |
| 0.98 | 30 | 0.1% |
| 0.97 | 19 | 0.1% |
| 0.96 | 17 | 0.1% |
| 0.95 | 11 | < 0.1% |
| 0.94 | 11 | < 0.1% |
| 0.93 | 10 | < 0.1% |
| 0.92 | 7 | < 0.1% |
| 0.91 | 7 | < 0.1% |
attack_type
Categorical
HIGH CORRELATION  IMBALANCE 
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 196.9 KiB |
| normal | |
|---|---|
| neptune | |
| ipsweep | 710 |
| satan | 691 |
| portsweep | 587 |
| Other values (17) |
Length
| Max length | 15 |
|---|---|
| Median length | 6 |
| Mean length | 6.390973 |
| Min length | 3 |
Characters and Unicode
| Total characters | 160995 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 4 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | normal |
|---|---|
| 2nd row | neptune |
| 3rd row | normal |
| 4th row | normal |
| 5th row | neptune |
Common Values
| Value | Count | Frequency (%) |
| normal | 13448 | |
| neptune | 8282 | |
| ipsweep | 710 | 2.8% |
| satan | 691 | 2.7% |
| portsweep | 587 | 2.3% |
| smurf | 529 | 2.1% |
| nmap | 301 | 1.2% |
| back | 196 | 0.8% |
| teardrop | 188 | 0.7% |
| warezclient | 181 | 0.7% |
| Other values (12) | 78 | 0.3% |
Length
| Value | Count | Frequency (%) |
| normal | 13448 | |
| neptune | 8282 | |
| ipsweep | 710 | 2.8% |
| satan | 691 | 2.7% |
| portsweep | 587 | 2.3% |
| smurf | 529 | 2.1% |
| nmap | 301 | 1.2% |
| back | 196 | 0.8% |
| teardrop | 188 | 0.7% |
| warezclient | 181 | 0.7% |
| Other values (12) | 78 | 0.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 31186 | |
| e | 19746 | |
| a | 15727 | |
| r | 15152 | |
| m | 14293 | |
| o | 14285 | |
| l | 13640 | |
| p | 11424 | 7.1% |
| t | 9948 | 6.2% |
| u | 8830 | 5.5% |
| Other values (14) | 6764 | 4.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 160978 | |
| Connector Punctuation | 17 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 31186 | |
| e | 19746 | |
| a | 15727 | |
| r | 15152 | |
| m | 14293 | |
| o | 14285 | |
| l | 13640 | |
| p | 11424 | 7.1% |
| t | 9948 | 6.2% |
| u | 8830 | 5.5% |
| Other values (13) | 6747 | 4.2% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 17 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 160978 | |
| Common | 17 | < 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 31186 | |
| e | 19746 | |
| a | 15727 | |
| r | 15152 | |
| m | 14293 | |
| o | 14285 | |
| l | 13640 | |
| p | 11424 | 7.1% |
| t | 9948 | 6.2% |
| u | 8830 | 5.5% |
| Other values (13) | 6747 | 4.2% |
Common
| Value | Count | Frequency (%) |
| _ | 17 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 160995 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 31186 | |
| e | 19746 | |
| a | 15727 | |
| r | 15152 | |
| m | 14293 | |
| o | 14285 | |
| l | 13640 | |
| p | 11424 | 7.1% |
| t | 9948 | 6.2% |
| u | 8830 | 5.5% |
| Other values (14) | 6764 | 4.2% |
difficulty_level
Real number (ℝ)
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.487674 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 12 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 196.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15 |
| Q1 | 18 |
| median | 20 |
| Q3 | 21 |
| 95-th percentile | 21 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.3285848 |
|---|---|
| Coefficient of variation (CV) | 0.11949014 |
| Kurtosis | 13.164064 |
| Mean | 19.487674 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -2.9001984 |
| Sum | 490914 |
| Variance | 5.4223074 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 21 | 12495 | |
| 18 | 4142 | 16.4% |
| 20 | 3861 | 15.3% |
| 19 | 2047 | 8.1% |
| 15 | 802 | 3.2% |
| 17 | 587 | 2.3% |
| 16 | 469 | 1.9% |
| 12 | 162 | 0.6% |
| 14 | 149 | 0.6% |
| 11 | 126 | 0.5% |
| Other values (12) | 351 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 12 | < 0.1% |
| 1 | 17 | |
| 2 | 10 | < 0.1% |
| 3 | 14 | 0.1% |
| 4 | 14 | 0.1% |
| 5 | 14 | 0.1% |
| 6 | 27 | |
| 7 | 26 | |
| 8 | 25 | |
| 9 | 39 |
| Value | Count | Frequency (%) |
| 21 | 12495 | |
| 20 | 3861 | 15.3% |
| 19 | 2047 | 8.1% |
| 18 | 4142 | 16.4% |
| 17 | 587 | 2.3% |
| 16 | 469 | 1.9% |
| 15 | 802 | 3.2% |
| 14 | 149 | 0.6% |
| 13 | 97 | 0.4% |
| 12 | 162 | 0.6% |
| Count | Diff_srv_rate | Dst_bytes | Dst_host_count | Dst_host_diff_srv_rate | Dst_host_rerror_rate | Dst_host_same_src_port_rate | Dst_host_same_srv_rate | Dst_host_serror_rate | Dst_host_srv_count | Dst_host_srv_diff_host_rate | Dst_host_srv_rerror_rate | Dst_host_srv_serror_rate | Duration | Flag | Hot | Is_guest_login | Land | Logged_in | Num_access_files | Num_compromised | Num_failed_logins | Num_file_creations | Num_root | Num_shells | Protocol_type | Rerror_rate | Root_shell | Same_srv_rate | Serror_rate | Src_bytes | Srv_count | Srv_diff_host_rate | Srv_rerror_rate | Srv_serror_rate | Su_attempted | Urgent | Wrong_fragment | attack_type | difficulty_level | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Count | 1.000 | 0.615 | -0.441 | 0.618 | 0.359 | 0.022 | -0.549 | -0.430 | 0.537 | -0.325 | -0.531 | 0.022 | 0.507 | -0.322 | 0.254 | -0.150 | 0.076 | 0.000 | 0.649 | -0.054 | -0.093 | 0.000 | -0.059 | -0.084 | 0.000 | 0.278 | 0.071 | 0.026 | -0.720 | 0.579 | -0.527 | 0.520 | -0.321 | 0.064 | 0.543 | 0.000 | 0.000 | 0.095 | 0.361 | -0.146 |
| Diff_srv_rate | 0.615 | 1.000 | -0.604 | 0.523 | 0.645 | 0.156 | -0.447 | -0.727 | 0.643 | -0.668 | -0.479 | 0.159 | 0.597 | -0.135 | 0.145 | -0.103 | 0.008 | 0.000 | 0.171 | -0.038 | -0.077 | 0.000 | -0.026 | -0.047 | 0.000 | 0.122 | 0.232 | 0.000 | -0.921 | 0.675 | -0.705 | -0.039 | -0.377 | 0.210 | 0.625 | 0.000 | 0.000 | 0.000 | 0.221 | -0.202 |
| Dst_bytes | -0.441 | -0.604 | 1.000 | -0.340 | -0.624 | -0.215 | 0.061 | 0.667 | -0.518 | 0.703 | 0.325 | -0.181 | -0.482 | 0.149 | 0.051 | 0.200 | 0.000 | 0.000 | 0.017 | 0.073 | 0.174 | 0.000 | 0.048 | -0.003 | 0.000 | 0.000 | -0.294 | 0.000 | 0.628 | -0.536 | 0.700 | -0.020 | 0.313 | -0.271 | -0.510 | 0.000 | 0.000 | 0.000 | 0.370 | 0.454 |
| Dst_host_count | 0.618 | 0.523 | -0.340 | 1.000 | 0.435 | 0.053 | -0.696 | -0.536 | 0.421 | -0.353 | -0.835 | 0.035 | 0.382 | -0.059 | 0.161 | -0.062 | 0.072 | 0.010 | 0.463 | -0.004 | -0.046 | 0.027 | -0.022 | -0.054 | 0.000 | 0.230 | 0.086 | 0.036 | -0.540 | 0.431 | -0.408 | 0.219 | -0.302 | 0.079 | 0.412 | 0.022 | 0.000 | 0.047 | 0.231 | -0.121 |
| Dst_host_diff_srv_rate | 0.359 | 0.645 | -0.624 | 0.435 | 1.000 | 0.269 | -0.212 | -0.897 | 0.503 | -0.839 | -0.487 | 0.227 | 0.436 | 0.199 | 0.214 | -0.061 | 0.034 | 0.000 | 0.174 | -0.002 | -0.059 | 0.028 | 0.024 | 0.035 | 0.000 | 0.172 | 0.289 | 0.039 | -0.649 | 0.487 | -0.526 | -0.242 | -0.406 | 0.273 | 0.440 | 0.034 | 0.000 | 0.069 | 0.273 | -0.260 |
| Dst_host_rerror_rate | 0.022 | 0.156 | -0.215 | 0.053 | 0.269 | 1.000 | 0.039 | -0.249 | -0.194 | -0.265 | -0.067 | 0.884 | -0.272 | 0.069 | 0.325 | 0.102 | 0.029 | 0.000 | 0.277 | -0.000 | 0.128 | 0.009 | 0.008 | -0.004 | 0.000 | 0.120 | 0.842 | 0.009 | -0.142 | -0.225 | -0.225 | -0.212 | -0.142 | 0.833 | -0.275 | 0.013 | 0.000 | 0.140 | 0.231 | -0.190 |
| Dst_host_same_src_port_rate | -0.549 | -0.447 | 0.061 | -0.696 | -0.212 | 0.039 | 1.000 | 0.307 | -0.459 | 0.152 | 0.561 | -0.007 | -0.454 | 0.187 | 0.151 | -0.006 | 0.035 | 0.020 | 0.209 | -0.012 | -0.002 | 0.000 | 0.014 | 0.057 | 0.047 | 0.436 | -0.012 | 0.006 | 0.530 | -0.488 | 0.381 | -0.199 | 0.156 | -0.020 | -0.474 | 0.000 | 0.000 | 0.152 | 0.272 | -0.125 |
| Dst_host_same_srv_rate | -0.430 | -0.727 | 0.667 | -0.536 | -0.897 | -0.249 | 0.307 | 1.000 | -0.582 | 0.918 | 0.538 | -0.222 | -0.517 | -0.143 | 0.266 | 0.064 | 0.244 | 0.000 | 0.632 | 0.015 | 0.063 | 0.026 | -0.018 | -0.019 | 0.045 | 0.224 | -0.291 | 0.035 | 0.757 | -0.576 | 0.619 | 0.255 | 0.444 | -0.273 | -0.530 | 0.047 | 0.000 | 0.142 | 0.299 | 0.269 |
| Dst_host_serror_rate | 0.537 | 0.643 | -0.518 | 0.421 | 0.503 | -0.194 | -0.459 | -0.582 | 1.000 | -0.527 | -0.385 | -0.208 | 0.919 | -0.153 | 0.347 | -0.064 | 0.058 | 0.000 | 0.497 | -0.027 | -0.026 | 0.052 | 0.000 | -0.030 | 0.034 | 0.213 | -0.184 | 0.034 | -0.717 | 0.934 | -0.625 | 0.048 | -0.326 | -0.190 | 0.918 | 0.035 | 0.000 | 0.054 | 0.318 | -0.176 |
| Dst_host_srv_count | -0.325 | -0.668 | 0.703 | -0.353 | -0.839 | -0.265 | 0.152 | 0.918 | -0.527 | 1.000 | 0.451 | -0.249 | -0.471 | -0.161 | 0.252 | 0.007 | 0.169 | 0.000 | 0.651 | 0.011 | 0.001 | 0.014 | -0.029 | -0.030 | 0.029 | 0.259 | -0.310 | 0.000 | 0.697 | -0.525 | 0.619 | 0.300 | 0.404 | -0.294 | -0.479 | 0.007 | 0.000 | 0.119 | 0.296 | 0.381 |
| Dst_host_srv_diff_host_rate | -0.531 | -0.479 | 0.325 | -0.835 | -0.487 | -0.067 | 0.561 | 0.538 | -0.385 | 0.451 | 1.000 | -0.045 | -0.343 | -0.034 | 0.082 | -0.068 | 0.017 | 0.103 | 0.144 | -0.012 | -0.054 | 0.000 | -0.004 | 0.035 | 0.000 | 0.440 | -0.084 | 0.041 | 0.487 | -0.388 | 0.347 | -0.125 | 0.333 | -0.083 | -0.368 | 0.047 | 0.000 | 0.033 | 0.362 | 0.210 |
| Dst_host_srv_rerror_rate | 0.022 | 0.159 | -0.181 | 0.035 | 0.227 | 0.884 | -0.007 | -0.222 | -0.208 | -0.249 | -0.045 | 1.000 | -0.250 | 0.078 | 0.361 | 0.100 | 0.059 | 0.000 | 0.282 | -0.001 | 0.152 | 0.072 | 0.006 | -0.005 | 0.000 | 0.126 | 0.885 | 0.071 | -0.155 | -0.208 | -0.255 | -0.219 | -0.130 | 0.894 | -0.260 | 0.106 | 0.000 | 0.017 | 0.182 | -0.132 |
| Dst_host_srv_serror_rate | 0.507 | 0.597 | -0.482 | 0.382 | 0.436 | -0.272 | -0.454 | -0.517 | 0.919 | -0.471 | -0.343 | -0.250 | 1.000 | -0.153 | 0.380 | -0.071 | 0.057 | 0.090 | 0.495 | -0.028 | -0.023 | 0.079 | -0.006 | -0.020 | 0.062 | 0.212 | -0.228 | 0.065 | -0.681 | 0.920 | -0.610 | 0.078 | -0.305 | -0.240 | 0.940 | 0.080 | 0.000 | 0.038 | 0.314 | -0.117 |
| Duration | -0.322 | -0.135 | 0.149 | -0.059 | 0.199 | 0.069 | 0.187 | -0.143 | -0.153 | -0.161 | -0.034 | 0.078 | -0.153 | 1.000 | 0.188 | 0.225 | 0.000 | 0.000 | 0.064 | 0.048 | 0.100 | 0.030 | 0.080 | 0.054 | 0.000 | 0.081 | 0.057 | 0.129 | 0.167 | -0.185 | 0.220 | -0.321 | 0.005 | 0.052 | -0.183 | 0.170 | 0.000 | 0.000 | 0.168 | -0.020 |
| Flag | 0.254 | 0.145 | 0.051 | 0.161 | 0.214 | 0.325 | 0.151 | 0.266 | 0.347 | 0.252 | 0.082 | 0.361 | 0.380 | 0.188 | 1.000 | 0.088 | 0.075 | 0.000 | 0.650 | 0.039 | 0.072 | 0.069 | 0.031 | 0.054 | 0.000 | 0.278 | -0.630 | 0.053 | 0.758 | -0.605 | 0.821 | 0.081 | 0.372 | -0.617 | -0.569 | 0.066 | 0.000 | 0.052 | 0.432 | 0.209 |
| Hot | -0.150 | -0.103 | 0.200 | -0.062 | -0.061 | 0.102 | -0.006 | 0.064 | -0.064 | 0.007 | -0.068 | 0.100 | -0.071 | 0.225 | 0.088 | 1.000 | 0.803 | 0.000 | 0.096 | 0.017 | 0.499 | 0.000 | 0.080 | 0.016 | 0.135 | 0.023 | -0.006 | 0.064 | 0.106 | -0.088 | 0.202 | -0.141 | -0.029 | 0.018 | -0.083 | 0.000 | 0.000 | 0.000 | 0.230 | -0.154 |
| Is_guest_login | 0.076 | 0.008 | 0.000 | 0.072 | 0.034 | 0.029 | 0.035 | 0.244 | 0.058 | 0.169 | 0.017 | 0.059 | 0.057 | 0.000 | 0.075 | 0.803 | 1.000 | 0.000 | 0.117 | 0.002 | -0.010 | 0.064 | 0.028 | -0.007 | 0.000 | 0.045 | -0.034 | 0.000 | 0.069 | -0.064 | 0.128 | -0.132 | -0.045 | -0.034 | -0.062 | 0.000 | 0.000 | 0.002 | 0.291 | -0.060 |
| Land | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.020 | 0.000 | 0.000 | 0.000 | 0.103 | 0.000 | 0.090 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | -0.000 | -0.001 | 0.000 | -0.000 | -0.001 | 0.000 | 0.000 | -0.003 | 0.000 | 0.007 | 0.014 | -0.010 | -0.010 | 0.008 | -0.003 | 0.014 | 0.000 | 0.000 | 0.000 | 0.707 | -0.016 |
| Logged_in | 0.649 | 0.171 | 0.017 | 0.463 | 0.174 | 0.277 | 0.209 | 0.632 | 0.497 | 0.651 | 0.144 | 0.282 | 0.495 | 0.064 | 0.650 | 0.096 | 0.117 | 0.000 | 1.000 | 0.069 | 0.129 | 0.011 | 0.062 | 0.091 | 0.020 | 0.385 | -0.278 | 0.047 | 0.596 | -0.492 | 0.777 | -0.136 | 0.266 | -0.256 | -0.472 | 0.035 | 0.000 | 0.076 | 0.732 | 0.488 |
| Num_access_files | -0.054 | -0.038 | 0.073 | -0.004 | -0.002 | -0.000 | -0.012 | 0.015 | -0.027 | 0.011 | -0.012 | -0.001 | -0.028 | 0.048 | 0.039 | 0.017 | 0.002 | -0.000 | 0.069 | 1.000 | 0.098 | 0.000 | 0.081 | 0.114 | 0.117 | 0.011 | -0.015 | 0.434 | 0.040 | -0.034 | 0.064 | -0.043 | 0.021 | 0.007 | -0.033 | 0.503 | 0.000 | 0.000 | 0.133 | 0.020 |
| Num_compromised | -0.093 | -0.077 | 0.174 | -0.046 | -0.059 | 0.128 | -0.002 | 0.063 | -0.026 | 0.001 | -0.054 | 0.152 | -0.023 | 0.100 | 0.072 | 0.499 | -0.010 | -0.001 | 0.129 | 0.098 | 1.000 | 0.048 | 0.154 | 0.200 | 0.000 | 0.000 | -0.002 | 0.523 | 0.078 | -0.063 | 0.156 | -0.086 | -0.015 | 0.029 | -0.062 | 0.680 | 0.000 | 0.000 | 0.000 | -0.150 |
| Num_failed_logins | 0.000 | 0.000 | 0.000 | 0.027 | 0.028 | 0.009 | 0.000 | 0.026 | 0.052 | 0.014 | 0.000 | 0.072 | 0.079 | 0.030 | 0.069 | 0.000 | 0.064 | 0.000 | 0.011 | 0.000 | 0.048 | 1.000 | 0.153 | 0.052 | 0.000 | 0.000 | 0.033 | 0.000 | 0.023 | -0.017 | 0.016 | -0.037 | -0.016 | 0.032 | -0.017 | 0.246 | 0.000 | 0.000 | 0.362 | -0.046 |
| Num_file_creations | -0.059 | -0.026 | 0.048 | -0.022 | 0.024 | 0.008 | 0.014 | -0.018 | 0.000 | -0.029 | -0.004 | 0.006 | -0.006 | 0.080 | 0.031 | 0.080 | 0.028 | -0.000 | 0.062 | 0.081 | 0.154 | 0.153 | 1.000 | 0.157 | 0.000 | 0.000 | -0.013 | 0.091 | 0.031 | -0.017 | 0.077 | -0.061 | -0.015 | -0.015 | -0.020 | 0.265 | 0.000 | 0.000 | 0.140 | -0.025 |
| Num_root | -0.084 | -0.047 | -0.003 | -0.054 | 0.035 | -0.004 | 0.057 | -0.019 | -0.030 | -0.030 | 0.035 | -0.005 | -0.020 | 0.054 | 0.054 | 0.016 | -0.007 | -0.001 | 0.091 | 0.114 | 0.200 | 0.052 | 0.157 | 1.000 | 0.000 | 0.000 | -0.025 | 0.522 | 0.051 | -0.044 | 0.085 | -0.085 | -0.029 | -0.026 | -0.042 | 0.707 | 0.000 | 0.000 | 0.000 | -0.007 |
| Num_shells | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.047 | 0.045 | 0.034 | 0.029 | 0.000 | 0.000 | 0.062 | 0.000 | 0.000 | 0.135 | 0.000 | 0.000 | 0.020 | 0.117 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.001 | -0.007 | 0.025 | 0.015 | -0.013 | 0.032 | 0.000 | -0.001 | -0.007 | -0.012 | 0.000 | 0.000 | 0.000 | 0.234 | -0.005 |
| Protocol_type | 0.278 | 0.122 | 0.000 | 0.230 | 0.172 | 0.120 | 0.436 | 0.224 | 0.213 | 0.259 | 0.440 | 0.126 | 0.212 | 0.081 | 0.278 | 0.023 | 0.045 | 0.000 | 0.385 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 1.000 | -0.048 | 0.017 | 0.034 | -0.087 | -0.043 | 0.055 | -0.029 | -0.053 | -0.089 | 0.004 | 0.000 | 0.193 | 0.663 | 0.061 |
| Rerror_rate | 0.071 | 0.232 | -0.294 | 0.086 | 0.289 | 0.842 | -0.012 | -0.291 | -0.184 | -0.310 | -0.084 | 0.885 | -0.228 | 0.057 | -0.630 | -0.006 | -0.034 | -0.003 | -0.278 | -0.015 | -0.002 | 0.033 | -0.013 | -0.025 | -0.007 | -0.048 | 1.000 | 0.016 | -0.219 | -0.176 | -0.356 | -0.204 | -0.153 | 0.965 | -0.225 | 0.025 | 0.000 | 0.017 | 0.253 | -0.149 |
| Root_shell | 0.026 | 0.000 | 0.000 | 0.036 | 0.039 | 0.009 | 0.006 | 0.035 | 0.034 | 0.000 | 0.041 | 0.071 | 0.065 | 0.129 | 0.053 | 0.064 | 0.000 | 0.000 | 0.047 | 0.434 | 0.523 | 0.000 | 0.091 | 0.522 | 0.025 | 0.017 | 0.016 | 1.000 | 0.028 | -0.020 | 0.042 | -0.038 | -0.016 | -0.003 | -0.019 | 0.588 | 0.080 | 0.000 | 0.405 | -0.031 |
| Same_srv_rate | -0.720 | -0.921 | 0.628 | -0.540 | -0.649 | -0.142 | 0.530 | 0.757 | -0.717 | 0.697 | 0.487 | -0.155 | -0.681 | 0.167 | 0.758 | 0.106 | 0.069 | 0.007 | 0.596 | 0.040 | 0.078 | 0.023 | 0.031 | 0.051 | 0.015 | 0.034 | -0.219 | 0.028 | 1.000 | -0.758 | 0.754 | 0.030 | 0.385 | -0.205 | -0.708 | 0.000 | 0.000 | 0.043 | 0.324 | 0.171 |
| Serror_rate | 0.579 | 0.675 | -0.536 | 0.431 | 0.487 | -0.225 | -0.488 | -0.576 | 0.934 | -0.525 | -0.388 | -0.208 | 0.920 | -0.185 | -0.605 | -0.088 | -0.064 | 0.014 | -0.492 | -0.034 | -0.063 | -0.017 | -0.017 | -0.044 | -0.013 | -0.087 | -0.176 | -0.020 | -0.758 | 1.000 | -0.675 | 0.074 | -0.324 | -0.181 | 0.974 | 0.000 | 0.000 | 0.130 | 0.312 | -0.161 |
| Src_bytes | -0.527 | -0.705 | 0.700 | -0.408 | -0.526 | -0.225 | 0.381 | 0.619 | -0.625 | 0.619 | 0.347 | -0.255 | -0.610 | 0.220 | 0.821 | 0.202 | 0.128 | -0.010 | 0.777 | 0.064 | 0.156 | 0.016 | 0.077 | 0.085 | 0.032 | -0.043 | -0.356 | 0.042 | 0.754 | -0.675 | 1.000 | -0.056 | 0.289 | -0.335 | -0.654 | 0.000 | 0.000 | 0.000 | 0.029 | 0.276 |
| Srv_count | 0.520 | -0.039 | -0.020 | 0.219 | -0.242 | -0.212 | -0.199 | 0.255 | 0.048 | 0.300 | -0.125 | -0.219 | 0.078 | -0.321 | 0.081 | -0.141 | -0.132 | -0.010 | -0.136 | -0.043 | -0.086 | -0.037 | -0.061 | -0.085 | 0.000 | 0.055 | -0.204 | -0.038 | 0.030 | 0.074 | -0.056 | 1.000 | 0.235 | -0.204 | 0.109 | 0.000 | 0.000 | 0.263 | 0.303 | -0.045 |
| Srv_diff_host_rate | -0.321 | -0.377 | 0.313 | -0.302 | -0.406 | -0.142 | 0.156 | 0.444 | -0.326 | 0.404 | 0.333 | -0.130 | -0.305 | 0.005 | 0.372 | -0.029 | -0.045 | 0.008 | 0.266 | 0.021 | -0.015 | -0.016 | -0.015 | -0.029 | -0.001 | -0.029 | -0.153 | -0.016 | 0.385 | -0.324 | 0.289 | 0.235 | 1.000 | -0.121 | -0.306 | 0.000 | 0.000 | 0.088 | 0.212 | 0.138 |
| Srv_rerror_rate | 0.064 | 0.210 | -0.271 | 0.079 | 0.273 | 0.833 | -0.020 | -0.273 | -0.190 | -0.294 | -0.083 | 0.894 | -0.240 | 0.052 | -0.617 | 0.018 | -0.034 | -0.003 | -0.256 | 0.007 | 0.029 | 0.032 | -0.015 | -0.026 | -0.007 | -0.053 | 0.965 | -0.003 | -0.205 | -0.181 | -0.335 | -0.204 | -0.121 | 1.000 | -0.238 | 0.000 | 0.000 | 0.017 | 0.220 | -0.138 |
| Srv_serror_rate | 0.543 | 0.625 | -0.510 | 0.412 | 0.440 | -0.275 | -0.474 | -0.530 | 0.918 | -0.479 | -0.368 | -0.260 | 0.940 | -0.183 | -0.569 | -0.083 | -0.062 | 0.014 | -0.472 | -0.033 | -0.062 | -0.017 | -0.020 | -0.042 | -0.012 | -0.089 | -0.225 | -0.019 | -0.708 | 0.974 | -0.654 | 0.109 | -0.306 | -0.238 | 1.000 | 0.000 | 0.000 | 0.039 | 0.328 | -0.137 |
| Su_attempted | 0.000 | 0.000 | 0.000 | 0.022 | 0.034 | 0.013 | 0.000 | 0.047 | 0.035 | 0.007 | 0.047 | 0.106 | 0.080 | 0.170 | 0.066 | 0.000 | 0.000 | 0.000 | 0.035 | 0.503 | 0.680 | 0.246 | 0.265 | 0.707 | 0.000 | 0.004 | 0.025 | 0.588 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | -0.023 |
| Urgent | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.080 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.499 | -0.012 |
| Wrong_fragment | 0.095 | 0.000 | 0.000 | 0.047 | 0.069 | 0.140 | 0.152 | 0.142 | 0.054 | 0.119 | 0.033 | 0.017 | 0.038 | 0.000 | 0.052 | 0.000 | 0.002 | 0.000 | 0.076 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.193 | 0.017 | 0.000 | 0.043 | 0.130 | 0.000 | 0.263 | 0.088 | 0.017 | 0.039 | 0.000 | 0.000 | 1.000 | 0.979 | -0.150 |
| attack_type | 0.361 | 0.221 | 0.370 | 0.231 | 0.273 | 0.231 | 0.272 | 0.299 | 0.318 | 0.296 | 0.362 | 0.182 | 0.314 | 0.168 | 0.432 | 0.230 | 0.291 | 0.707 | 0.732 | 0.133 | 0.000 | 0.362 | 0.140 | 0.000 | 0.234 | 0.663 | 0.253 | 0.405 | 0.324 | 0.312 | 0.029 | 0.303 | 0.212 | 0.220 | 0.328 | 0.000 | 0.499 | 0.979 | 1.000 | 0.135 |
| difficulty_level | -0.146 | -0.202 | 0.454 | -0.121 | -0.260 | -0.190 | -0.125 | 0.269 | -0.176 | 0.381 | 0.210 | -0.132 | -0.117 | -0.020 | 0.209 | -0.154 | -0.060 | -0.016 | 0.488 | 0.020 | -0.150 | -0.046 | -0.025 | -0.007 | -0.005 | 0.061 | -0.149 | -0.031 | 0.171 | -0.161 | 0.276 | -0.045 | 0.138 | -0.138 | -0.137 | -0.023 | -0.012 | -0.150 | 0.135 | 1.000 |
| Duration | Protocol_type | Service | Flag | Src_bytes | Dst_bytes | Land | Wrong_fragment | Urgent | Hot | Num_failed_logins | Logged_in | Num_compromised | Root_shell | Su_attempted | Num_root | Num_file_creations | Num_shells | Num_access_files | Num_outbound_cmds | Is_hot_login | Is_guest_login | Count | Srv_count | Serror_rate | Srv_serror_rate | Rerror_rate | Srv_rerror_rate | Same_srv_rate | Diff_srv_rate | Srv_diff_host_rate | Dst_host_count | Dst_host_srv_count | Dst_host_same_srv_rate | Dst_host_diff_srv_rate | Dst_host_same_src_port_rate | Dst_host_srv_diff_host_rate | Dst_host_serror_rate | Dst_host_srv_serror_rate | Dst_host_rerror_rate | Dst_host_srv_rerror_rate | attack_type | difficulty_level | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | udp | other | SF | 146 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 13 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.08 | 0.15 | 0.00 | 255 | 1 | 0.00 | 0.60 | 0.88 | 0.00 | 0.00 | 0.00 | 0.0 | 0.00 | normal | 15 |
| 1 | 0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 123 | 6 | 1.0 | 1.0 | 0.0 | 0.0 | 0.05 | 0.07 | 0.00 | 255 | 26 | 0.10 | 0.05 | 0.00 | 0.00 | 1.00 | 1.00 | 0.0 | 0.00 | neptune | 19 |
| 2 | 0 | tcp | http | SF | 232 | 8153 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 5 | 5 | 0.2 | 0.2 | 0.0 | 0.0 | 1.00 | 0.00 | 0.00 | 30 | 255 | 1.00 | 0.00 | 0.03 | 0.04 | 0.03 | 0.01 | 0.0 | 0.01 | normal | 21 |
| 3 | 0 | tcp | http | SF | 199 | 420 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 30 | 32 | 0.0 | 0.0 | 0.0 | 0.0 | 1.00 | 0.00 | 0.09 | 255 | 255 | 1.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.00 | 0.0 | 0.00 | normal | 21 |
| 4 | 0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 121 | 19 | 0.0 | 0.0 | 1.0 | 1.0 | 0.16 | 0.06 | 0.00 | 255 | 19 | 0.07 | 0.07 | 0.00 | 0.00 | 0.00 | 0.00 | 1.0 | 1.00 | neptune | 21 |
| 5 | 0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 166 | 9 | 1.0 | 1.0 | 0.0 | 0.0 | 0.05 | 0.06 | 0.00 | 255 | 9 | 0.04 | 0.05 | 0.00 | 0.00 | 1.00 | 1.00 | 0.0 | 0.00 | neptune | 21 |
| 6 | 0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 117 | 16 | 1.0 | 1.0 | 0.0 | 0.0 | 0.14 | 0.06 | 0.00 | 255 | 15 | 0.06 | 0.07 | 0.00 | 0.00 | 1.00 | 1.00 | 0.0 | 0.00 | neptune | 21 |
| 7 | 0 | tcp | remote_job | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 270 | 23 | 1.0 | 1.0 | 0.0 | 0.0 | 0.09 | 0.05 | 0.00 | 255 | 23 | 0.09 | 0.05 | 0.00 | 0.00 | 1.00 | 1.00 | 0.0 | 0.00 | neptune | 21 |
| 8 | 0 | tcp | private | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 133 | 8 | 1.0 | 1.0 | 0.0 | 0.0 | 0.06 | 0.06 | 0.00 | 255 | 13 | 0.05 | 0.06 | 0.00 | 0.00 | 1.00 | 1.00 | 0.0 | 0.00 | neptune | 21 |
| 9 | 0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 205 | 12 | 0.0 | 0.0 | 1.0 | 1.0 | 0.06 | 0.06 | 0.00 | 255 | 12 | 0.05 | 0.07 | 0.00 | 0.00 | 0.00 | 0.00 | 1.0 | 1.00 | neptune | 21 |
| Duration | Protocol_type | Service | Flag | Src_bytes | Dst_bytes | Land | Wrong_fragment | Urgent | Hot | Num_failed_logins | Logged_in | Num_compromised | Root_shell | Su_attempted | Num_root | Num_file_creations | Num_shells | Num_access_files | Num_outbound_cmds | Is_hot_login | Is_guest_login | Count | Srv_count | Serror_rate | Srv_serror_rate | Rerror_rate | Srv_rerror_rate | Same_srv_rate | Diff_srv_rate | Srv_diff_host_rate | Dst_host_count | Dst_host_srv_count | Dst_host_same_srv_rate | Dst_host_diff_srv_rate | Dst_host_same_src_port_rate | Dst_host_srv_diff_host_rate | Dst_host_serror_rate | Dst_host_srv_serror_rate | Dst_host_rerror_rate | Dst_host_srv_rerror_rate | attack_type | difficulty_level | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 25181 | 0 | tcp | other | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 511 | 1 | 0.12 | 0.00 | 0.85 | 1.0 | 0.00 | 1.00 | 0.00 | 255 | 1 | 0.00 | 1.00 | 0.00 | 0.00 | 0.16 | 0.0 | 0.82 | 1.0 | satan | 20 |
| 25182 | 0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 314 | 1 | 0.03 | 0.00 | 0.95 | 1.0 | 0.00 | 1.00 | 0.00 | 255 | 1 | 0.00 | 1.00 | 0.00 | 0.00 | 0.04 | 0.0 | 0.96 | 1.0 | satan | 18 |
| 25183 | 29 | tcp | ftp | SF | 329 | 1063 | 0 | 0 | 0 | 6 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0.00 | 0.00 | 0.00 | 0.0 | 1.00 | 0.00 | 0.00 | 255 | 60 | 0.24 | 0.02 | 0.00 | 0.00 | 0.00 | 0.0 | 0.03 | 0.1 | normal | 20 |
| 25184 | 1 | tcp | smtp | SF | 2896 | 333 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 3 | 0.00 | 0.00 | 0.00 | 0.0 | 1.00 | 0.00 | 1.00 | 12 | 11 | 0.92 | 0.17 | 0.08 | 0.00 | 0.00 | 0.0 | 0.00 | 0.0 | normal | 21 |
| 25185 | 0 | tcp | http | S1 | 339 | 14600 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 33 | 0.50 | 0.03 | 0.00 | 0.0 | 1.00 | 0.00 | 0.06 | 173 | 255 | 1.00 | 0.00 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | normal | 20 |
| 25186 | 0 | tcp | exec | RSTO | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 100 | 7 | 0.00 | 0.00 | 1.00 | 1.0 | 0.07 | 0.07 | 0.00 | 255 | 7 | 0.03 | 0.06 | 0.00 | 0.00 | 0.00 | 0.0 | 1.00 | 1.0 | neptune | 19 |
| 25187 | 0 | tcp | ftp_data | SF | 334 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.00 | 0.00 | 0.00 | 0.0 | 1.00 | 0.00 | 0.00 | 1 | 39 | 1.00 | 0.00 | 1.00 | 0.18 | 0.00 | 0.0 | 0.00 | 0.0 | warezclient | 12 |
| 25188 | 0 | tcp | private | REJ | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 105 | 7 | 0.00 | 0.00 | 1.00 | 1.0 | 0.07 | 0.07 | 0.00 | 255 | 13 | 0.05 | 0.07 | 0.00 | 0.00 | 0.00 | 0.0 | 1.00 | 1.0 | neptune | 21 |
| 25189 | 0 | tcp | nnsp | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 129 | 18 | 1.00 | 1.00 | 0.00 | 0.0 | 0.14 | 0.06 | 0.00 | 255 | 20 | 0.08 | 0.06 | 0.00 | 0.00 | 1.00 | 1.0 | 0.00 | 0.0 | neptune | 20 |
| 25190 | 0 | tcp | finger | S0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 38 | 9 | 1.00 | 1.00 | 0.00 | 0.0 | 0.24 | 0.11 | 0.00 | 255 | 49 | 0.19 | 0.03 | 0.01 | 0.00 | 1.00 | 1.0 | 0.00 | 0.0 | neptune | 18 |